Table 5.
The different datasets that may be involved in a simulation study
Dataset | Description and Notes |
---|---|
Simulated | A dataset of size n obs produced with some element of random‐number generation, to |
which one or more methods are applied to produce some quantity relating to | |
the target of the study, such as an estimate of θ. | |
Estimatesa | Dataset containing n sim summaries of information from |
repetitions (eg, , , indication of hypothesis rejection) | |
for each combination of data‐generating mechanism, method, and target (eg, each estimand). | |
States | Dataset of containing n sim + 1 random‐number‐generator states: the |
start state for each simulated dataset and the final state (see Section 4.1). | |
Performance measures | Dataset containing estimated performance and Monte Carlo standard |
errors for each data‐generating mechanism, method and target. |
or corresponding summaries for nonestimand targets